Online Shoppers Intention (Cleaned)

Dataset statistics

Number of variables	23
Number of observations	12199
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.1 MiB
Average record size in memory	184.0 B

Variable types

Numeric	18
Categorical	5

Alerts

`Administrative` is highly overall correlated with `Administrative_Duration` and 2 other fields	High correlation
`Administrative_Duration` is highly overall correlated with `Administrative` and 2 other fields	High correlation
`Informational` is highly overall correlated with `Informational_Duration` and 1 other fields	High correlation
`Informational_Duration` is highly overall correlated with `Informational` and 1 other fields	High correlation
`ProductRelated` is highly overall correlated with `ProductRelated_Duration` and 1 other fields	High correlation
`ProductRelated_Duration` is highly overall correlated with `ProductRelated`	High correlation
`BounceRates` is highly overall correlated with `ExitRates`	High correlation
`ExitRates` is highly overall correlated with `ProductRelated` and 1 other fields	High correlation
`OperatingSystems` is highly overall correlated with `VisitorType_Other`	High correlation
`Browser` is highly overall correlated with `VisitorType_Other`	High correlation
`Administrative_Proportion` is highly overall correlated with `Administrative` and 2 other fields	High correlation
`Informational_Proportion` is highly overall correlated with `Informational` and 1 other fields	High correlation
`ProductRelated_Proportion` is highly overall correlated with `Administrative` and 2 other fields	High correlation
`VisitorType_New_Visitor` is highly overall correlated with `VisitorType_Returning_Visitor`	High correlation
`VisitorType_Other` is highly overall correlated with `OperatingSystems` and 1 other fields	High correlation
`VisitorType_Returning_Visitor` is highly overall correlated with `VisitorType_New_Visitor`	High correlation
`VisitorType_Other` is highly imbalanced (94.2%)	Imbalance
`Administrative` has 5637 (46.2%) zeros	Zeros
`Administrative_Duration` has 5637 (46.2%) zeros	Zeros
`Informational` has 9568 (78.4%) zeros	Zeros
`Informational_Duration` has 9568 (78.4%) zeros	Zeros
`BounceRates` has 5518 (45.2%) zeros	Zeros
`PageValues` has 9469 (77.6%) zeros	Zeros
`SpecialDay` has 10950 (89.8%) zeros	Zeros
`Administrative_Proportion` has 5637 (46.2%) zeros	Zeros
`Informational_Proportion` has 9568 (78.4%) zeros	Zeros

Reproduction

Analysis started	2024-04-14 12:00:50.970856
Analysis finished	2024-04-14 12:02:52.081454
Duration	2 minutes and 1.11 second
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

Administrative
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3400279

Minimum	0
Maximum	27
Zeros	5637
Zeros (%)	46.2%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	9
Maximum	27
Range	27
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.3308512
Coefficient of variation (CV)	1.4234237
Kurtosis	4.6384984
Mean	2.3400279
Median Absolute Deviation (MAD)	1
Skewness	1.9464873
Sum	28546
Variance	11.09457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	5637	46.2%
1	1354	11.1%
2	1114	9.1%
3	915	7.5%
4	765	6.3%
5	575	4.7%
6	432	3.5%
7	338	2.8%
8	287	2.4%
9	225	1.8%
Other values (17)	557	4.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5637	46.2%
1	1354	11.1%
2	1114	9.1%
3	915	7.5%
4	765	6.3%
5	575	4.7%
6	432	3.5%
7	338	2.8%
8	287	2.4%
9	225	1.8%

Value	Count	Frequency (%)
27	1	< 0.1%
26	1	< 0.1%
24	4	< 0.1%
23	3	< 0.1%
22	4	< 0.1%
21	2	< 0.1%
20	2	< 0.1%
19	6	< 0.1%
18	12	0.1%
17	16	0.1%

Administrative_Duration
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3336
Distinct (%)	27.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.697555

Minimum	0
Maximum	3398.75
Zeros	5637
Zeros (%)	46.2%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	9
Q3	94.75
95-th percentile	352.23429
Maximum	3398.75
Range	3398.75
Interquartile range (IQR)	94.75

Descriptive statistics

Standard deviation	177.52119
Coefficient of variation (CV)	2.172907
Kurtosis	50.121291
Mean	81.697555
Median Absolute Deviation (MAD)	9
Skewness	5.5913496
Sum	996628.47
Variance	31513.773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5637	46.2%
1	135	1.1%
4	56	0.5%
5	53	0.4%
7	45	0.4%
11	42	0.3%
6	41	0.3%
14	37	0.3%
9	35	0.3%
15	33	0.3%
Other values (3326)	6085	49.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5637	46.2%
1	135	1.1%
1.333333333	1	< 0.1%
2	15	0.1%
3	26	0.2%
3.5	4	< 0.1%
4	56	0.5%
4.333333333	1	< 0.1%
4.5	2	< 0.1%
4.75	1	< 0.1%

Value	Count	Frequency (%)
3398.75	1	< 0.1%
2720.5	1	< 0.1%
2657.318056	1	< 0.1%
2629.253968	1	< 0.1%
2407.42381	1	< 0.1%
2156.166667	1	< 0.1%
2137.112745	1	< 0.1%
2086.75	1	< 0.1%
2047.234848	1	< 0.1%
1951.279141	1	< 0.1%

Informational
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50897615

Minimum	0
Maximum	24
Zeros	9568
Zeros (%)	78.4%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	24
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.2758804
Coefficient of variation (CV)	2.5067587
Kurtosis	26.646175
Mean	0.50897615
Median Absolute Deviation (MAD)	0
Skewness	4.0131
Sum	6209
Variance	1.6278707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	9568	78.4%
1	1041	8.5%
2	728	6.0%
3	380	3.1%
4	222	1.8%
5	99	0.8%
6	78	0.6%
7	36	0.3%
9	15	0.1%
8	14	0.1%
Other values (7)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9568	78.4%
1	1041	8.5%
2	728	6.0%
3	380	3.1%
4	222	1.8%
5	99	0.8%
6	78	0.6%
7	36	0.3%
8	14	0.1%
9	15	0.1%

Value	Count	Frequency (%)
24	1	< 0.1%
16	1	< 0.1%
14	2	< 0.1%
13	1	< 0.1%
12	5	< 0.1%
11	1	< 0.1%
10	7	0.1%
9	15	0.1%
8	14	0.1%
7	36	0.3%

Informational_Duration
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1258
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.861109

Minimum	0
Maximum	2549.375
Zeros	9568
Zeros (%)	78.4%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	199
Maximum	2549.375
Range	2549.375
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	141.45298
Coefficient of variation (CV)	4.0576155
Kurtosis	75.502701
Mean	34.861109
Median Absolute Deviation (MAD)	0
Skewness	7.5387683
Sum	425270.67
Variance	20008.944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9568	78.4%
1	229	1.9%
9	33	0.3%
7	26	0.2%
10	26	0.2%
6	26	0.2%
13	23	0.2%
12	23	0.2%
8	22	0.2%
16	22	0.2%
Other values (1248)	2201	18.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9568	78.4%
1	229	1.9%
1.5	1	< 0.1%
2	11	0.1%
2.5	1	< 0.1%
3	16	0.1%
3.5	1	< 0.1%
4	17	0.1%
5	18	0.1%
5.5	3	< 0.1%

Value	Count	Frequency (%)
2549.375	1	< 0.1%
2256.916667	1	< 0.1%
2252.033333	1	< 0.1%
2195.3	1	< 0.1%
2166.5	1	< 0.1%
2050.433333	1	< 0.1%
1949.166667	1	< 0.1%
1830.5	1	< 0.1%
1779.166667	1	< 0.1%
1778	1	< 0.1%

ProductRelated
Real number (ℝ)

HIGH CORRELATION

Distinct	311
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.061398

Minimum	0
Maximum	705
Zeros	32
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	8
median	18
Q3	38
95-th percentile	110
Maximum	705
Range	705
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	44.59895
Coefficient of variation (CV)	1.3910482
Kurtosis	31.067017
Mean	32.061398
Median Absolute Deviation (MAD)	13
Skewness	4.3331277
Sum	391117
Variance	1989.0663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	504	4.1%
3	458	3.8%
2	458	3.8%
4	404	3.3%
6	396	3.2%
7	391	3.2%
5	382	3.1%
8	370	3.0%
10	330	2.7%
9	317	2.6%
Other values (301)	8189	67.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32	0.3%
1	504	4.1%
2	458	3.8%
3	458	3.8%
4	404	3.3%
5	382	3.1%
6	396	3.2%
7	391	3.2%
8	370	3.0%
9	317	2.6%

Value	Count	Frequency (%)
705	1	< 0.1%
686	1	< 0.1%
584	1	< 0.1%
534	1	< 0.1%
518	1	< 0.1%
517	1	< 0.1%
501	1	< 0.1%
486	1	< 0.1%
470	1	< 0.1%
449	1	< 0.1%

ProductRelated_Duration
Real number (ℝ)

HIGH CORRELATION

Distinct	9551
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1207.6246

Minimum	0
Maximum	63973.522
Zeros	32
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	193.70833
median	609.54167
Q3	1477.5648
95-th percentile	4313.4514
Maximum	63973.522
Range	63973.522
Interquartile range (IQR)	1283.8564

Descriptive statistics

Standard deviation	1919.8562
Coefficient of variation (CV)	1.589779
Kurtosis	136.6662
Mean	1207.6246
Median Absolute Deviation (MAD)	502.54167
Skewness	7.2529886
Sum	14731813
Variance	3685848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	594	4.9%
0	32	0.3%
17	21	0.2%
8	17	0.1%
11	17	0.1%
15	16	0.1%
19	15	0.1%
22	15	0.1%
12	15	0.1%
7	14	0.1%
Other values (9541)	11443	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32	0.3%
0.5	1	< 0.1%
1	594	4.9%
2.333333333	1	< 0.1%
2.666666667	1	< 0.1%
3	5	< 0.1%
4	10	0.1%
5	13	0.1%
5.333333333	1	< 0.1%
6	5	< 0.1%

Value	Count	Frequency (%)
63973.52223	1	< 0.1%
43171.23338	1	< 0.1%
29970.46597	1	< 0.1%
27009.85943	1	< 0.1%
24844.1562	1	< 0.1%
23888.81	1	< 0.1%
23342.08205	1	< 0.1%
23050.10414	1	< 0.1%
21857.04648	1	< 0.1%
21672.24425	1	< 0.1%

BounceRates
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1872
Distinct (%)	15.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020283607

Minimum	0
Maximum	0.2
Zeros	5518
Zeros (%)	45.2%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.002898551
Q3	0.016666667
95-th percentile	0.14285714
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.016666667

Descriptive statistics

Standard deviation	0.045097002
Coefficient of variation (CV)	2.2233226
Kurtosis	9.4226873
Mean	0.020283607
Median Absolute Deviation (MAD)	0.002898551
Skewness	3.1736704
Sum	247.43972
Variance	0.0020337396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5518	45.2%
0.2	570	4.7%
0.066666667	134	1.1%
0.028571429	115	0.9%
0.05	113	0.9%
0.033333333	101	0.8%
0.025	100	0.8%
0.016666667	99	0.8%
0.1	98	0.8%
0.04	96	0.8%
Other values (1862)	5255	43.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5518	45.2%
2.73 × 10^-5	1	< 0.1%
3.35 × 10^-5	1	< 0.1%
3.83 × 10^-5	1	< 0.1%
3.94 × 10^-5	1	< 0.1%
7.09 × 10^-5	1	< 0.1%
7.27 × 10^-5	1	< 0.1%
7.5 × 10^-5	1	< 0.1%
8.01 × 10^-5	1	< 0.1%
8.08 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.2	570	4.7%
0.183333333	1	< 0.1%
0.18	4	< 0.1%
0.176923077	1	< 0.1%
0.175	1	< 0.1%
0.166666667	4	< 0.1%
0.164285714	1	< 0.1%
0.164230769	1	< 0.1%
0.161904762	1	< 0.1%
0.16	3	< 0.1%

ExitRates
Real number (ℝ)

HIGH CORRELATION

Distinct	4776
Distinct (%)	39.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.041389112

Minimum	0
Maximum	0.2
Zeros	76
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.004545455
Q1	0.014222579
median	0.025
Q3	0.048466026
95-th percentile	0.166875
Maximum	0.2
Range	0.2
Interquartile range (IQR)	0.034243447

Descriptive statistics

Standard deviation	0.046044765
Coefficient of variation (CV)	1.112485
Kurtosis	4.6746263
Mean	0.041389112
Median Absolute Deviation (MAD)	0.013888889
Skewness	2.2388963
Sum	504.90578
Variance	0.0021201204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	580	4.8%
0.1	338	2.8%
0.05	329	2.7%
0.033333333	291	2.4%
0.066666667	267	2.2%
0.025	224	1.8%
0.04	214	1.8%
0.016666667	181	1.5%
0.02	167	1.4%
0.022222222	152	1.2%
Other values (4766)	9456	77.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	76	0.6%
0.000175593	1	< 0.1%
0.000250438	1	< 0.1%
0.000262123	1	< 0.1%
0.000263158	1	< 0.1%
0.000292398	1	< 0.1%
0.000409836	1	< 0.1%
0.000446429	1	< 0.1%
0.000468384	1	< 0.1%
0.000480769	1	< 0.1%

Value	Count	Frequency (%)
0.2	580	4.8%
0.192307692	1	< 0.1%
0.188888889	2	< 0.1%
0.186666667	4	< 0.1%
0.183333333	2	< 0.1%
0.18034188	1	< 0.1%
0.18	3	< 0.1%
0.177777778	5	< 0.1%
0.175	6	< 0.1%
0.173809524	1	< 0.1%

PageValues
Real number (ℝ)

ZEROS

Distinct	2704
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9525002

Minimum	0
Maximum	361.76374
Zeros	9469
Zeros (%)	77.6%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	38.311638
Maximum	361.76374
Range	361.76374
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.657792
Coefficient of variation (CV)	3.1344462
Kurtosis	64.967424
Mean	5.9525002
Median Absolute Deviation (MAD)	0
Skewness	6.3494437
Sum	72614.549
Variance	348.11318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9469	77.6%
53.988	6	< 0.1%
42.29306752	3	< 0.1%
59.988	2	< 0.1%
16.1585582	2	< 0.1%
44.89345937	2	< 0.1%
14.1273698	2	< 0.1%
34.03997536	2	< 0.1%
10.99901844	2	< 0.1%
58.9241766	2	< 0.1%
Other values (2694)	2707	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9469	77.6%
0.038034542	1	< 0.1%
0.067049546	1	< 0.1%
0.093546949	1	< 0.1%
0.098621403	1	< 0.1%
0.120699914	1	< 0.1%
0.129676893	1	< 0.1%
0.131837013	1	< 0.1%
0.139200623	1	< 0.1%
0.150650498	1	< 0.1%

Value	Count	Frequency (%)
361.7637419	1	< 0.1%
360.9533839	1	< 0.1%
287.9537928	1	< 0.1%
270.7846931	1	< 0.1%
261.4912857	1	< 0.1%
258.5498732	1	< 0.1%
255.5691579	1	< 0.1%
254.6071579	1	< 0.1%
246.7585902	1	< 0.1%
239.98	1	< 0.1%

SpecialDay
Real number (ℝ)

ZEROS

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.061972293

Minimum	0
Maximum	1
Zeros	10950
Zeros (%)	89.8%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.6
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.19971059
Coefficient of variation (CV)	3.2225787
Kurtosis	9.790558
Mean	0.061972293
Median Absolute Deviation (MAD)	0
Skewness	3.2848845
Sum	756
Variance	0.039884321
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	10950	89.8%
0.6	350	2.9%
0.8	324	2.7%
0.4	243	2.0%
0.2	178	1.5%
1	154	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10950	89.8%
0.2	178	1.5%
0.4	243	2.0%
0.6	350	2.9%
0.8	324	2.7%
1	154	1.3%

Value	Count	Frequency (%)
1	154	1.3%
0.8	324	2.7%
0.6	350	2.9%
0.4	243	2.0%
0.2	178	1.5%
0	10950	89.8%

Month
Real number (ℝ)

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.6671858

Minimum	2
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	2
5-th percentile	3
Q1	5
median	8
Q3	11
95-th percentile	12
Maximum	12
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.386929
Coefficient of variation (CV)	0.44174344
Kurtosis	-1.6130291
Mean	7.6671858
Median Absolute Deviation (MAD)	3
Skewness	-0.062285125
Sum	93532
Variance	11.471288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	3327	27.3%
11	2979	24.4%
3	1860	15.2%
12	1706	14.0%
10	549	4.5%
9	448	3.7%
8	433	3.5%
7	432	3.5%
6	284	2.3%
2	181	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	181	1.5%
3	1860	15.2%
5	3327	27.3%
6	284	2.3%
7	432	3.5%
8	433	3.5%
9	448	3.7%
10	549	4.5%
11	2979	24.4%
12	1706	14.0%

Value	Count	Frequency (%)
12	1706	14.0%
11	2979	24.4%
10	549	4.5%
9	448	3.7%
8	433	3.5%
7	432	3.5%
6	284	2.3%
5	3327	27.3%
3	1860	15.2%
2	181	1.5%

OperatingSystems
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1244364

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	3
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.90683878
Coefficient of variation (CV)	0.42686087
Kurtosis	10.280976
Mean	2.1244364
Median Absolute Deviation (MAD)	0
Skewness	2.0331587
Sum	25916
Variance	0.82235657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	6539	53.6%
1	2546	20.9%
3	2529	20.7%
4	478	3.9%
8	75	0.6%
6	19	0.2%
7	7	0.1%
5	6	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2546	20.9%
2	6539	53.6%
3	2529	20.7%
4	478	3.9%
5	6	< 0.1%
6	19	0.2%
7	7	0.1%
8	75	0.6%

Value	Count	Frequency (%)
8	75	0.6%
7	7	0.1%
6	19	0.2%
5	6	< 0.1%
4	478	3.9%
3	2529	20.7%
2	6539	53.6%
1	2546	20.9%

Browser
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3582261

Minimum	1
Maximum	13
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	13
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.7103926
Coefficient of variation (CV)	0.7252878
Kurtosis	12.547866
Mean	2.3582261
Median Absolute Deviation (MAD)	0
Skewness	3.2167985
Sum	28768
Variance	2.9254429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	7880	64.6%
1	2424	19.9%
4	731	6.0%
5	465	3.8%
6	174	1.4%
10	163	1.3%
8	135	1.1%
3	105	0.9%
13	56	0.5%
7	49	0.4%
Other values (3)	17	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2424	19.9%
2	7880	64.6%
3	105	0.9%
4	731	6.0%
5	465	3.8%
6	174	1.4%
7	49	0.4%
8	135	1.1%
9	1	< 0.1%
10	163	1.3%

Value	Count	Frequency (%)
13	56	0.5%
12	10	0.1%
11	6	< 0.1%
10	163	1.3%
9	1	< 0.1%
8	135	1.1%
7	49	0.4%
6	174	1.4%
5	465	3.8%
4	731	6.0%

Region
Real number (ℝ)

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1512419

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	4
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4007083
Coefficient of variation (CV)	0.76182927
Kurtosis	-0.1565141
Mean	3.1512419
Median Absolute Deviation (MAD)	2
Skewness	0.97947318
Sum	38442
Variance	5.7634004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	4714	38.6%
3	2378	19.5%
4	1171	9.6%
2	1128	9.2%
6	801	6.6%
7	757	6.2%
9	503	4.1%
8	429	3.5%
5	318	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4714	38.6%
2	1128	9.2%
3	2378	19.5%
4	1171	9.6%
5	318	2.6%
6	801	6.6%
7	757	6.2%
8	429	3.5%
9	503	4.1%

Value	Count	Frequency (%)
9	503	4.1%
8	429	3.5%
7	757	6.2%
6	801	6.6%
5	318	2.6%
4	1171	9.6%
3	2378	19.5%
2	1128	9.2%
1	4714	38.6%

TrafficType
Real number (ℝ)

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0726289

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	13
Maximum	20
Range	19
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.0153996
Coefficient of variation (CV)	0.98594783
Kurtosis	3.4672492
Mean	4.0726289
Median Absolute Deviation (MAD)	1
Skewness	1.9587751
Sum	49682
Variance	16.123434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	3910	32.1%
1	2388	19.6%
3	2011	16.5%
4	1066	8.7%
13	728	6.0%
10	450	3.7%
6	442	3.6%
8	342	2.8%
5	260	2.1%
11	247	2.0%
Other values (10)	355	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2388	19.6%
2	3910	32.1%
3	2011	16.5%
4	1066	8.7%
5	260	2.1%
6	442	3.6%
7	40	0.3%
8	342	2.8%
9	41	0.3%
10	450	3.7%

Value	Count	Frequency (%)
20	193	1.6%
19	17	0.1%
18	9	0.1%
17	1	< 0.1%
16	3	< 0.1%
15	37	0.3%
14	13	0.1%
13	728	6.0%
12	1	< 0.1%
11	247	2.0%

Weekend
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.4 KiB

0	9341
1	2858

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12199
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	9341	76.6%
1	2858	23.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9341	76.6%
1	2858	23.4%

Most occurring characters

Value	Count	Frequency (%)
0	9341	76.6%
1	2858	23.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12199	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9341	76.6%
1	2858	23.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	12199	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9341	76.6%
1	2858	23.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12199	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9341	76.6%
1	2858	23.4%

Revenue
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.4 KiB

0	10291
1	1908

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12199
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	10291	84.4%
1	1908	15.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	10291	84.4%
1	1908	15.6%

Most occurring characters

Value	Count	Frequency (%)
0	10291	84.4%
1	1908	15.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12199	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10291	84.4%
1	1908	15.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	12199	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10291	84.4%
1	1908	15.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12199	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10291	84.4%
1	1908	15.6%

VisitorType_New_Visitor
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.4 KiB

0	10506
1	1693

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12199
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	10506	86.1%
1	1693	13.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	10506	86.1%
1	1693	13.9%

Most occurring characters

Value	Count	Frequency (%)
0	10506	86.1%
1	1693	13.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12199	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10506	86.1%
1	1693	13.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	12199	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10506	86.1%
1	1693	13.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12199	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10506	86.1%
1	1693	13.9%

VisitorType_Other
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.4 KiB

0	12118
1	81

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12199
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	12118	99.3%
1	81	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	12118	99.3%
1	81	0.7%

Most occurring characters

Value	Count	Frequency (%)
0	12118	99.3%
1	81	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12199	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12118	99.3%
1	81	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	12199	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12118	99.3%
1	81	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12199	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12118	99.3%
1	81	0.7%

VisitorType_Returning_Visitor
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	95.4 KiB

1	10425
0	1774

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12199
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	10425	85.5%
0	1774	14.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	10425	85.5%
0	1774	14.5%

Most occurring characters

Value	Count	Frequency (%)
1	10425	85.5%
0	1774	14.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12199	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	10425	85.5%
0	1774	14.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	12199	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	10425	85.5%
0	1774	14.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	12199	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	10425	85.5%
0	1774	14.5%

Administrative_Proportion
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6514
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.081457984

Minimum	0
Maximum	1
Zeros	5637
Zeros (%)	46.2%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0079115315
Q3	0.09095333
95-th percentile	0.40947613
Maximum	1
Range	1
Interquartile range (IQR)	0.09095333

Descriptive statistics

Standard deviation	0.15294876
Coefficient of variation (CV)	1.8776398
Kurtosis	9.5852688
Mean	0.081457984
Median Absolute Deviation (MAD)	0.0079115315
Skewness	2.8844008
Sum	993.70595
Variance	0.023393322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5637	46.2%
1	24	0.2%
0.5	9	0.1%
0.2142857143	3	< 0.1%
0.1346153846	3	< 0.1%
0.1866028708	2	< 0.1%
0.01652892562	2	< 0.1%
0.2445820433	2	< 0.1%
0.3055555556	2	< 0.1%
0.003676470588	2	< 0.1%
Other values (6504)	6513	53.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5637	46.2%
0.0001385104452	1	< 0.1%
0.0001468553612	1	< 0.1%
0.0001714138788	1	< 0.1%
0.0001778536871	1	< 0.1%
0.0001863657966	1	< 0.1%
0.0002066226881	1	< 0.1%
0.0002188500505	1	< 0.1%
0.0002297980342	1	< 0.1%
0.0002553258338	1	< 0.1%

Value	Count	Frequency (%)
1	24	0.2%
0.9981498612	1	< 0.1%
0.9960238569	1	< 0.1%
0.9863094074	1	< 0.1%
0.9816176471	1	< 0.1%
0.9777777778	1	< 0.1%
0.9768518519	1	< 0.1%
0.9732121923	1	< 0.1%
0.9731903485	1	< 0.1%
0.9723553262	1	< 0.1%

Informational_Proportion
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2621
Distinct (%)	21.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01971114

Minimum	0
Maximum	1
Zeros	9568
Zeros (%)	78.4%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1161933
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.074471297
Coefficient of variation (CV)	3.7781324
Kurtosis	53.501145
Mean	0.01971114
Median Absolute Deviation (MAD)	0
Skewness	6.4218588
Sum	240.4562
Variance	0.0055459741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9568	78.4%
1	7	0.1%
0.5	4	< 0.1%
0.02222222222	2	< 0.1%
0.001015073847	2	< 0.1%
0.01692479633	1	< 0.1%
0.0004945858087	1	< 0.1%
0.009074867658	1	< 0.1%
0.1980720632	1	< 0.1%
0.006071757129	1	< 0.1%
Other values (2611)	2611	21.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9568	78.4%
8.686158295 × 10^-5	1	< 0.1%
8.879293798 × 10^-5	1	< 0.1%
9.941988678 × 10^-5	1	< 0.1%
0.0001197479605	1	< 0.1%
0.0001284527332	1	< 0.1%
0.0001293329549	1	< 0.1%
0.0001339224789	1	< 0.1%
0.0001389310601	1	< 0.1%
0.0001508798279	1	< 0.1%

Value	Count	Frequency (%)
1	7	0.1%
0.9655172414	1	< 0.1%
0.9652063119	1	< 0.1%
0.9473684211	1	< 0.1%
0.9166666667	1	< 0.1%
0.8435350624	1	< 0.1%
0.8423033496	1	< 0.1%
0.8347266881	1	< 0.1%
0.812208523	1	< 0.1%
0.7927272727	1	< 0.1%

ProductRelated_Proportion
Real number (ℝ)

HIGH CORRELATION

Distinct	6965
Distinct (%)	57.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.89883088

Minimum	0
Maximum	1
Zeros	32
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	95.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.51530636
Q1	0.87270969
median	0.98236902
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.12729031

Descriptive statistics

Standard deviation	0.17207885
Coefficient of variation (CV)	0.19144742
Kurtosis	6.6358923
Mean	0.89883088
Median Absolute Deviation (MAD)	0.017630977
Skewness	-2.4625277
Sum	10964.838
Variance	0.02961113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5174	42.4%
0	32	0.3%
0.5	11	0.1%
0.7857142857	3	< 0.1%
0.9811320755	2	< 0.1%
0.03424657534	2	< 0.1%
0.08333333333	2	< 0.1%
0.7554179567	2	< 0.1%
0.6111111111	2	< 0.1%
0.9259259259	2	< 0.1%
Other values (6955)	6967	57.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32	0.3%
0.00185013876	1	< 0.1%
0.003976143141	1	< 0.1%
0.005018820577	1	< 0.1%
0.01369059261	1	< 0.1%
0.01838235294	1	< 0.1%
0.02146427521	1	< 0.1%
0.02222222222	1	< 0.1%
0.02314814815	1	< 0.1%
0.02678780774	1	< 0.1%

Value	Count	Frequency (%)
1	5174	42.4%
0.9998221463	1	< 0.1%
0.9997825413	1	< 0.1%
0.9997811499	1	< 0.1%
0.9997810493	1	< 0.1%
0.999770202	1	< 0.1%
0.9997688255	1	< 0.1%
0.9997557658	1	< 0.1%
0.9997533357	1	< 0.1%
0.9996438955	1	< 0.1%

Auto

Heatmap
Table

	Administrative	Administrative_Duration	Informational	Informational_Duration	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	PageValues	SpecialDay	Month	OperatingSystems	Browser	Region	TrafficType	Administrative_Proportion	Informational_Proportion	ProductRelated_Proportion	Weekend	Revenue	VisitorType_New_Visitor	VisitorType_Other	VisitorType_Returning_Visitor
Administrative	1.000	0.945	0.367	0.366	0.452	0.412	-0.139	-0.425	0.325	-0.129	0.077	-0.007	-0.015	0.007	-0.015	0.881	0.353	-0.830	0.025	0.128	0.122	0.000	0.120
Administrative_Duration	0.945	1.000	0.356	0.356	0.423	0.406	-0.146	-0.427	0.316	-0.137	0.078	-0.010	-0.026	0.016	-0.018	0.925	0.343	-0.870	0.000	0.063	0.020	0.000	0.022
Informational	0.367	0.356	1.000	0.992	0.366	0.364	0.016	-0.179	0.217	-0.056	0.057	-0.001	-0.022	-0.024	-0.031	0.233	0.989	-0.433	0.010	0.076	0.044	0.000	0.047
Informational_Duration	0.366	0.356	0.992	1.000	0.366	0.366	0.013	-0.185	0.221	-0.055	0.052	-0.000	-0.018	-0.022	-0.032	0.231	0.996	-0.441	0.000	0.067	0.028	0.000	0.029
ProductRelated	0.452	0.423	0.366	0.366	1.000	0.879	-0.021	-0.504	0.338	-0.027	0.136	0.019	0.040	-0.025	-0.077	0.217	0.338	-0.234	0.000	0.125	0.111	0.007	0.115
ProductRelated_Duration	0.412	0.406	0.364	0.366	0.879	1.000	-0.048	-0.460	0.356	-0.055	0.130	0.021	0.042	-0.013	-0.080	0.170	0.334	-0.190	0.004	0.071	0.055	0.000	0.055
BounceRates	-0.139	-0.146	0.016	0.013	-0.021	-0.048	1.000	0.589	-0.116	0.143	0.004	0.058	-0.043	-0.015	0.022	-0.188	0.008	0.174	0.042	0.165	0.163	0.041	0.163
ExitRates	-0.425	-0.427	-0.179	-0.185	-0.504	-0.460	0.589	1.000	-0.304	0.159	-0.060	0.026	-0.012	-0.000	0.029	-0.376	-0.179	0.371	0.059	0.241	0.254	0.035	0.249
PageValues	0.325	0.316	0.217	0.221	0.338	0.356	-0.116	-0.304	1.000	-0.072	0.060	-0.014	0.024	0.000	-0.020	0.210	0.208	-0.214	0.031	0.413	0.116	0.104	0.126
SpecialDay	-0.129	-0.137	-0.056	-0.055	-0.027	-0.055	0.143	0.159	-0.072	1.000	-0.256	0.022	0.020	-0.015	0.111	-0.135	-0.053	0.133	0.260	0.087	0.089	0.019	0.093
Month	0.077	0.078	0.057	0.052	0.136	0.130	0.004	-0.060	0.060	-0.256	1.000	0.004	-0.024	0.014	-0.024	0.052	0.046	-0.056	0.053	0.172	0.122	0.139	0.140
OperatingSystems	-0.007	-0.010	-0.001	-0.000	0.019	0.021	0.058	0.026	-0.014	0.022	0.004	1.000	0.370	0.026	0.079	-0.024	-0.002	0.027	0.117	0.075	0.048	0.639	0.147
Browser	-0.015	-0.026	-0.022	-0.018	0.040	0.042	-0.043	-0.012	0.024	0.020	-0.024	0.370	1.000	0.055	-0.002	-0.037	-0.021	0.041	0.058	0.040	0.037	0.654	0.131
Region	0.007	0.016	-0.024	-0.022	-0.025	-0.013	-0.015	-0.000	0.000	-0.015	0.014	0.026	0.055	1.000	-0.008	0.021	-0.020	-0.014	0.015	0.011	0.031	0.241	0.082
TrafficType	-0.015	-0.018	-0.031	-0.032	-0.077	-0.080	0.022	0.029	-0.020	0.111	-0.024	0.079	-0.002	-0.008	1.000	0.009	-0.028	-0.005	0.090	0.120	0.240	0.361	0.243
Administrative_Proportion	0.881	0.925	0.233	0.231	0.217	0.170	-0.188	-0.376	0.210	-0.135	0.052	-0.024	-0.037	0.021	0.009	1.000	0.233	-0.935	0.025	0.044	0.257	0.041	0.257
Informational_Proportion	0.353	0.343	0.989	0.996	0.338	0.334	0.008	-0.179	0.208	-0.053	0.046	-0.002	-0.021	-0.020	-0.028	0.233	1.000	-0.451	0.028	0.034	0.022	0.000	0.025
ProductRelated_Proportion	-0.830	-0.870	-0.433	-0.441	-0.234	-0.190	0.174	0.371	-0.214	0.133	-0.056	0.027	0.041	-0.014	-0.005	-0.935	-0.451	1.000	0.034	0.078	0.233	0.021	0.231
Weekend	0.025	0.000	0.010	0.000	0.000	0.004	0.042	0.059	0.031	0.260	0.053	0.117	0.058	0.015	0.090	0.025	0.028	0.034	1.000	0.026	0.045	0.026	0.037
Revenue	0.128	0.063	0.076	0.067	0.125	0.071	0.165	0.241	0.413	0.087	0.172	0.075	0.040	0.011	0.120	0.044	0.034	0.078	0.026	1.000	0.102	0.000	0.102
VisitorType_New_Visitor	0.122	0.020	0.044	0.028	0.111	0.055	0.163	0.254	0.116	0.089	0.122	0.048	0.037	0.031	0.240	0.257	0.022	0.233	0.045	0.102	1.000	0.030	0.973
VisitorType_Other	0.000	0.000	0.000	0.000	0.007	0.000	0.041	0.035	0.104	0.019	0.139	0.639	0.654	0.241	0.361	0.041	0.000	0.021	0.026	0.000	0.030	1.000	0.197
VisitorType_Returning_Visitor	0.120	0.022	0.047	0.029	0.115	0.055	0.163	0.249	0.126	0.093	0.140	0.147	0.131	0.082	0.243	0.257	0.025	0.231	0.037	0.102	0.973	0.197	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Administrative	Administrative_Duration	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	SpecialDay	Month	OperatingSystems	Browser	Region	TrafficType	Weekend	VisitorType_Returning_Visitor	Administrative_Proportion	ProductRelated_Proportion
0	0	0.0	1	1.000000	0.200000	0.200000	0.0	2	1	1	1	1	0	1	0.0	1.0
1	0	0.0	2	64.000000	0.000000	0.100000	0.0	2	2	2	1	2	0	1	0.0	1.0
2	0	0.0	1	1.000000	0.200000	0.200000	0.0	2	4	1	9	3	0	1	0.0	1.0
3	0	0.0	2	2.666667	0.050000	0.140000	0.0	2	3	2	2	4	0	1	0.0	1.0
4	0	0.0	10	627.500000	0.020000	0.050000	0.0	2	3	3	1	4	1	1	0.0	1.0
5	0	0.0	19	154.216667	0.015789	0.024561	0.0	2	2	2	1	3	0	1	0.0	1.0
6	0	0.0	1	1.000000	0.200000	0.200000	0.4	2	2	4	3	3	0	1	0.0	1.0
7	1	1.0	0	0.000000	0.200000	0.200000	0.0	2	1	2	1	5	1	1	1.0	0.0
8	0	0.0	2	37.000000	0.000000	0.100000	0.8	2	2	2	2	3	0	1	0.0	1.0
9	0	0.0	3	738.000000	0.000000	0.022222	0.4	2	2	4	1	2	0	1	0.0	1.0

	Administrative	Administrative_Duration	Informational	Informational_Duration	ProductRelated	ProductRelated_Duration	BounceRates	ExitRates	PageValues	Month	OperatingSystems	Browser	Region	TrafficType	Weekend	VisitorType_New_Visitor	VisitorType_Returning_Visitor	Administrative_Proportion	Informational_Proportion	ProductRelated_Proportion
12189	0	0.00	0	0.0	8	143.583333	0.014286	0.050000	0.000000	11	2	2	3	1	0	0	1	0.000000	0.000000	1.000000
12190	0	0.00	0	0.0	6	1.000000	0.200000	0.200000	0.000000	11	1	8	4	1	0	0	1	0.000000	0.000000	1.000000
12191	6	76.25	0	0.0	22	1075.250000	0.000000	0.004167	0.000000	12	2	2	4	2	0	0	1	0.066218	0.000000	0.933782
12192	2	64.75	0	0.0	44	1157.976190	0.000000	0.013953	0.000000	11	2	2	1	10	0	0	1	0.052955	0.000000	0.947045
12193	0	0.00	1	1.0	16	503.000000	0.000000	0.037647	0.000000	11	2	2	1	1	0	0	1	0.000000	0.001984	0.998016
12194	3	145.00	0	0.0	53	1783.791667	0.007143	0.029031	12.241717	12	4	6	1	1	1	0	1	0.075177	0.000000	0.924823
12195	0	0.00	0	0.0	5	465.750000	0.000000	0.021333	0.000000	11	3	2	1	8	1	0	1	0.000000	0.000000	1.000000
12196	0	0.00	0	0.0	6	184.250000	0.083333	0.086667	0.000000	11	3	2	1	13	1	0	1	0.000000	0.000000	1.000000
12197	4	75.00	0	0.0	15	346.000000	0.000000	0.021053	0.000000	11	2	2	3	11	0	0	1	0.178147	0.000000	0.821853
12198	0	0.00	0	0.0	3	21.250000	0.000000	0.066667	0.000000	11	3	2	1	2	1	1	0	0.000000	0.000000	1.000000

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample